Model Predictive Control for Multi-Class Traffic Flows

作者: Puspita Deo , Bart De Schutter , Andreas Hegyi

DOI: 10.3182/20090902-3-US-2007.0017

关键词: Traffic congestion reconstruction with Kerner's three-phase theoryTraffic flowMacroscopic traffic flow modelMicroscopic traffic flow modelSimulationModel predictive controlControl theoryTraffic generation modelBenchmark (computing)Computer science

摘要: Abstract In this paper we first present an extension of the macroscopic traffic flow model METANET to multi-class flows. The resulting takes into account differences between, e.g., fast vehicles (cars) and slow (trucks) including their possibly different free-flow speeds critical densities. Next, show how can be used in a model-based predictive control approach for coordinated integrated control. particular, use Model Predictive Control (MPC) coordinate various measures such as variable speed limits, ramp metering, etc. Using simple benchmark example from literature illustrate that by taking heterogeneous nature flows better performance obtained.

参考文章(18)
M Papageorgiou, A Messmer, A Kotsialos, OPTIMAL COORDINATED AND INTEGRATED MOTORWAY NETWORK TRAFFIC CONTROL 14th International Symposium on Transportation and Traffic TheoryTransportation Research Institute. ,(1999)
Integrated optimal control of motorway traffic networks american control conference. ,vol. 3, pp. 2183- 2187 ,(1999) , 10.1109/ACC.1999.786339
M Papageorgiou, A Messner, METANET: A MACROSCOPIC SIMULATION PROGRAM FOR MOTORWAY NETWORKS Traffic engineering and control. ,vol. 31, pp. 466- 470 ,(1990)
Andreas Hegyi, Bart De Schutter, Hans Hellendoorn, Model predictive control for optimal coordination of ramp metering and variable speed limits Transportation Research Part C-emerging Technologies. ,vol. 13, pp. 185- 209 ,(2005) , 10.1016/J.TRC.2004.08.001
Markos Papageorgiou, Jean-Marc Blosseville, Habib Haj-Salem, Modelling and real-time control of traffic flow on the southern part of Boulevard Peripherique in Paris: Part II: Coordinated on-ramp metering Transportation Research Part A: General. ,vol. 24, pp. 361- 370 ,(1990) , 10.1016/0191-2607(90)90048-B
On kinematic waves I. Flood movement in long rivers Proceedings of The Royal Society A: Mathematical, Physical and Engineering Sciences. ,vol. 229, pp. 281- 316 ,(1955) , 10.1098/RSPA.1955.0088
Apostolos Kotsialos, Markos Papageorgiou, Morgan Mangeas, Habib Haj-Salem, COORDINATED AND INTEGRATED CONTROL OF MOTORWAY NETWORKS VIA NON-LINEAR OPTIMAL CONTROL Transportation Research Part C-emerging Technologies. ,vol. 10, pp. 65- 84 ,(2002) , 10.1016/S0968-090X(01)00005-5
G.C.K Wong, S.C Wong, A multi-class traffic flow model – an extension of LWR model with heterogeneous drivers Transportation Research Part A: Policy and Practice. ,vol. 36, pp. 827- 841 ,(2002) , 10.1016/S0965-8564(01)00042-8
T. Bellemans, B. De Schutter, B. De Moor, Model predictive control for ramp metering of motorway traffic: A case study Control Engineering Practice. ,vol. 14, pp. 757- 767 ,(2006) , 10.1016/J.CONENGPRAC.2005.03.010
Markos Papageorgiou, Jean-Marc Blosseville, Habib Hadj-Salem, Modelling and real-time control of traffic flow on the southern part of Boulevard Peripherique in Paris: Part I: Modelling Transportation Research Part A: General. ,vol. 24, pp. 345- 359 ,(1990) , 10.1016/0191-2607(90)90047-A